Why is my mesh highlighting the geometry?
Try enabling Auto Smooth.

Select the object to be smoothed in the 3D View then access Object Data properties. Scroll down to/find the Normals options (click the ► arrow to expand) and click the checkbox marked Auto Smooth

Hope that helps.